{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7a05f4d7",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#猎聘数据抓取\" data-toc-modified-id=\"猎聘数据抓取-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>猎聘数据抓取</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cb4f14c",
   "metadata": {},
   "source": [
    "## 猎聘数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b2e3d36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in c:\\anaconda\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: w3lib in c:\\anaconda\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: pyquery in c:\\anaconda\\lib\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\anaconda\\lib\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: parse in c:\\anaconda\\lib\\site-packages (from requests-html) (1.19.1)\n",
      "Requirement already satisfied: bs4 in c:\\anaconda\\lib\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: fake-useragent in c:\\anaconda\\lib\\site-packages (from requests-html) (1.2.1)\n",
      "Requirement already satisfied: requests in c:\\anaconda\\lib\\site-packages (from requests-html) (2.27.1)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.0)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.9)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: certifi>=2021 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2021.10.8)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in c:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\anaconda\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.7.0)\n",
      "Requirement already satisfied: colorama in c:\\anaconda\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.4)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\anaconda\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\anaconda\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in c:\\anaconda\\lib\\site-packages (from fake-useragent->requests-html) (6.0.1)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\anaconda\\lib\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in c:\\anaconda\\lib\\site-packages (from pyquery->requests-html) (4.8.0)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\anaconda\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\anaconda\\lib\\site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: six>=1.4.1 in c:\\anaconda\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "479f288b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# requsets-html 获取页面数据\n",
    "\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()\n",
    "r = session.get('https://www.liepin.com/zhaopin/?inputFrom=c_index&workYearCode=1&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=suggest&ckId=21o6mmsrvox2hgyz1y8z2ba5i42s7sw9&&suggestTag=&suggestId=463e977bbbd3c1942ec8fde69fe5c221')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "02bce6cd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag(\\'js\\', new Date()); gtag(\\'config\\', \\'G-54YTJKWN86\\');\\n【招聘信息_人才网招聘信息】-猎聘\\n全国\\n首页\\n职位\\n校园\\n海归\\n社区\\n简历优化\\n猎聘APP\\n我是猎头\\n我是招聘方\\nNEW\\n登录/注册\\n热门城市\\n热门招聘\\n热门职位\\n推荐职位\\n其他公司\\n相关公司\\n手机版\\n北京招聘网上海招聘网广州招聘网厦门招聘网杭州招聘网郑州招聘网南京招聘网天津招聘网重庆招聘网成都招聘网苏州招聘网商丘招聘网大连招聘网济南招聘网宁波招聘网无锡招聘网青岛招聘网沈阳招聘网台州招聘网西安招聘网武汉招聘网\\n北京招聘信息上海招聘信息广州招聘信息厦门招聘信息杭州招聘信息郑州招聘信息南京招聘信息天津招聘信息重庆招聘信息成都招聘信息苏州招聘信息商丘招聘信息大连招聘信息济南招聘信息宁波招聘信息无锡招聘信息青岛招聘信息沈阳招聘信息台州招聘信息西安招聘信息武汉招聘信息\\n考勤社保专员招聘库存管理会计招聘电销系统运营招聘核酸检验员招聘电气调试主管招聘医药连锁运营经理招聘产品战略规划经理招聘化妆品注册经理招聘土石方运输销售招聘物业综合维修专员招聘软件无线电工程师招聘线上销售客服代表招聘环球之旅体验官招聘职业装团购业务员招聘药品质量研究员招聘展馆讲解岗招聘水力设计师招聘分装主管招聘服务网格招聘B2C进口招聘分析仪器销售员招聘多肽研发实验员招聘医美设计总监招聘装配生产技术招聘品牌新媒体策划招聘数字化中台研发招聘物流管理专责岗招聘射频天线实习生招聘热管理性能仿真岗招聘海运业务项目经理招聘\\n折弯工招聘其他人力资源职位招聘艺人经纪/宣传招聘电子/电器工程师招聘气动工程师招聘数据挖掘工程师招聘放映管理招聘CAD设计/制图招聘会计经理/主管招聘冶金工程师招聘船员/水手招聘驾校教练招聘课程设计招聘医药销售管理招聘机构客户经理招聘商务经理/主管招聘证券分析师招聘通信技术工程师招聘建筑工程安全管理招聘工会干事招聘电信网络工程师招聘装配工程师招聘广告创意总监招聘媒介经理/主管招聘固定收益业务招聘架线和管道工程技术招聘公关专员/助理招聘多媒体设计招聘健身教练招聘样衣工招聘\\n山东省邮电规划设计院有限公司深圳市泛友科技有限公司中船第九设计研究院工程有限公司上海华安会计师事务所有限公司北京华道征信有限公司中科康馨电子技术(北京)有限公司浙江求是嘉禾信息技术有限公司武汉科正工程技术有限公司河南例如企划营销策划有限公司广州市哥蓝美咨询服务有限公司科睿特客服科技(大连)有限公司义乌林迪科技有限公司辽宁圣加伦控制系统有限公司十里文化传播(大连)有限公司东莞市兰光光学科技有限公司重庆兰锐钢丝网商行苏州富美实植物保护剂有限公司武汉欣辰达医药科技有限公司广西德高仕安全技术有限公司福建诺奇股份有限公司武汉天恒置业有限责任公司苏州联动磨料磨具有限公司武汉湖滨电器有限公司广东瑞恩科技有限公司无锡工源环境科技股份有限公司广州埃萌机电科技有限公司北京润嘉永道资产管理有限公司长治市素质教育培训中心姑苏区妞妞宠物用品店南京携远信息技术有限公司\\n成都市力浩化工有限责任公司南京鹏力科技有限公司上海中宜国际贸易有限公司上海帅凌实业有限公司北京领创拓展科技发展有限公司海南国度成本装饰工程有限公司上海莹联劳务派遣有限公司福建省安溪天盛茶业有限公司\\n招聘信息\\n当前位置：\\n招聘网 > 招聘信息\\nwindow.addEventListener(\\'message\\', function(event) {if (event.data && event.data.type === \\'footer-height\\') {document.querySelector(\\'#common-footer\\').setAttribute(\\'height\\', event.data.height + \\'px\\') }}, false) (function () { var imEntryScript = \\'<script crossOrigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-imc-pc/v6/latest/entry.js?q=\\'.concat( Math.floor(Date.now() / 180000), \\'\"><\\\\/script>\\' ); document.write(imEntryScript); })(); { \"@context\": \"https://ziyuan.baidu.com/contexts/cambrian.jsonld\", \"appid\": \"1586030202028057\", \"@id\": \"https://www.liepin.com/zhaopin/?scene=seo\", \"title\": \"【招聘信息_人才网招聘信息】-猎聘\", \"description\": \"猎聘招聘信息网提供真实的人才网招聘信息,每日上万高薪职位招聘信息发布,是专业人才、精英人才获取招聘信息的专业平台。找2023招聘信息,就来人才网招聘信息频道。\", \"upDate\": \"2023-11-01T08:00:00\", \"data\": { \"WebPage\": { \"headline\": \"【招聘信息_人才网招聘信息】-猎聘\", \"pcUrl\": \"https://www.liepin.com/zhaopin/?scene=seo\", \"wapUrl\": \"https://m.liepin.com/zhaopin/?scene=seo\" } } } var _hmt = _hmt || []; (function () { var hm = document.createElement(\"script\"); hm.src = \"//hm.baidu.com/hm.js?a2647413544f5a04f00da7eee0d5e200\"; var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(hm, s); })(); (function () { var bp = document.createElement(\\'script\\'); var curProtocol = window.location.protocol.split(\\':\\')[0]; if (curProtocol === \\'https\\') { bp.src = \\'https://zz.bdstatic.com/linksubmit/push.js\\'; } else { bp.src = \\'http://push.zhanzhang.baidu.com/push.js\\'; } var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(bp, s); })(); ;(function (n, e, r, t, a, o, s, i, c, l, f, m, p, u) { o = \\'precollect\\' s = \\'getAttribute\\' i = \\'addEventListener\\' c = \\'PerformanceObserver\\' l = function (e) { f = [].slice.call(arguments) f.push(Date.now(), location.href) ;(e == o ? l.p.a : l.q).push(f) } l.q = [] l.p = { a: [] } n[a] = l m = document.createElement(\\'script\\') m.src = r + \\'?aid=\\' + t + \\'&globalName=\\' + a m.crossorigin = \\'anonymous\\' e.getElementsByTagName(\\'head\\')[0].appendChild(m) if (i in n) { l.pcErr = function (e) { e = e || n.event p = e.target || e.srcElement if (p instanceof Element || p instanceof HTMLElement) { n[a](o, \\'st\\', { tagName: p.tagName, url: p[s](\\'href\\') || p[s](\\'src\\') }) } else { n[a](o, \\'err\\', e.error || e.message) } } l.pcRej = function (e) { e = e || n.event n[a](o, \\'err\\', e.reason || (e.detail && e.detail.reason)) } n[i](\\'error\\', l.pcErr, true) n[i](\\'unhandledrejection\\', l.pcRej, true) } if (\\'PerformanceLongTaskTiming\\' in n) { u = l.pp = { entries: [] } u.observer = new PerformanceObserver(function (e) { u.entries = u.entries.concat(e.getEntries()) }) u.observer.observe({ entryTypes: [\\'longtask\\', \\'largest-contentful-paint\\', \\'layout-shift\\'] }) } })( window, document, \\'https://concat.lietou-static.com/fe-lib-pc/v6/apmplus/1.7.0/browser.cn.js\\', 0, \\'apmPlus\\' ) window.apmPlus(\\'init\\', { aid: 460715, token: \\'26ca6df079bf44f09bd002af5fdb382c\\', plugins: { ajax: false, fetch: false, pageview: true, resource: false, performance: { longtask: true } }, sample: { rules: { pageview: { enable: true, sample_rate: 0.01 }, performance: { sample_rate: 0.0005 }, performance_timing: { sample_rate: 0.0005 }, performance_longtask: { sample_rate: 0.0005 } } } }) window.apmPlus(\\'start\\')'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5080a0e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post('https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "509c8023",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a673cd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c15c6d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=CcwxBPrfTjWpViD2tha6cQ; __gc_id=9a7ddd6414c74b33ad3428a0471690bf', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c7fd5f6",
   "metadata": {},
   "source": [
    "* 无法请求到数据的原因：\n",
    "> 1.模拟真实用户原理  \n",
    "> 2.提供请求的参数（类比API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f5039d9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b153221",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "\t\"data\": {\n",
    "\t\t\"mainSearchPcConditionForm\": {\n",
    "\t\t\t\"city\": \"050090\",\n",
    "\t\t\t\"dq\": \"050090\",\n",
    "\t\t\t\"pubTime\": \"\",\n",
    "\t\t\t\"currentPage\": \"0\",\n",
    "\t\t\t\"pageSize\": 40,\n",
    "\t\t\t\"key\": \"产品经理\",\n",
    "\t\t\t\"suggestTag\": \"\",\n",
    "\t\t\t\"workYearCode\": \"\",\n",
    "\t\t\t\"compId\": \"\",\n",
    "\t\t\t\"compName\": \"\",\n",
    "\t\t\t\"compTag\": \"\",\n",
    "\t\t\t\"industry\": \"\",\n",
    "\t\t\t\"salary\": \"\",\n",
    "\t\t\t\"jobKind\": \"\",\n",
    "\t\t\t\"compScale\": \"\",\n",
    "\t\t\t\"compKind\": \"\",\n",
    "\t\t\t\"compStage\": \"\",\n",
    "\t\t\t\"eduLevel\": \"\"\n",
    "\t\t},\n",
    "\t\t\"passThroughForm\": {\n",
    "\t\t\t\"scene\": \"condition\",\n",
    "\t\t\t\"skId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"fkId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"ckId\": \"y2jy1uvl2gar8xipyemg77rijoomop78\",\n",
    "\t\t\t\"suggest\": None\n",
    "\t\t}\n",
    "\t}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5ee8195a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2dba7a1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobId%22%3A%2258727339%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '联和存储科技(江苏)有限公司',\n",
       "      'compId': 13146105,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'link': 'https://www.liepin.com/company/13146105/'},\n",
       "     'dataParams': '{\"jobId\":\"58727339\",\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '存储芯片',\n",
       "       'NAND',\n",
       "       'UFS',\n",
       "       'ssd'],\n",
       "      'title': 'PM产品经理',\n",
       "      'advViewFlag': True,\n",
       "      'salary': '20-40k·14薪',\n",
       "      'jobId': '58727339',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20231101102705',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1958727339.shtml'},\n",
       "     'recruiter': {'imId': 'f2bc966edf87465727604c803496f761',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '64edb1871913aa27489a503a05u.png',\n",
       "      'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2262389205%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '倍生生物科技(深圳)有限公司',\n",
       "      'compId': 12787419,\n",
       "      'compIndustry': '生物技术',\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '636488445fd2f55ef5a3291b07u.png',\n",
       "      'link': 'https://www.liepin.com/company/12787419/'},\n",
       "     'dataParams': '{\"jobId\":\"62389205\",\"imId\":\"a693fe2de3b813b818250961d28776f8\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['平台产品',\n",
       "       '竞品分析',\n",
       "       '策略产品',\n",
       "       '商业产品',\n",
       "       '产品优化',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '医疗行业',\n",
       "       'to B',\n",
       "       '数据产品'],\n",
       "      'title': '高级产品经理',\n",
       "      'advViewFlag': True,\n",
       "      'salary': '20-30k',\n",
       "      'jobId': '62389205',\n",
       "      'dq': '深圳-光明区',\n",
       "      'refreshTime': '20231023105635',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962389205.shtml'},\n",
       "     'recruiter': {'imId': 'a693fe2de3b813b818250961d28776f8',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '4b5b2f7a74ebead3aadebbe992efa486'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2261831119%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '智颜未来',\n",
       "      'compId': 13347265,\n",
       "      'compIndustry': '智能硬件',\n",
       "      'compLogo': '637357a764ae7150b5aa060904u.png',\n",
       "      'link': 'https://www.liepin.com/company/13347265/'},\n",
       "     'dataParams': '{\"jobId\":\"61831119\",\"imId\":\"64ee7a221fb783f76172c091f854d35c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"userId\":\"9cc80d5a82f21e079dcd5022d7cec6f8\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'job': {'labels': ['品牌策划', '产品策划', '卖点提炼'],\n",
       "      'title': '品牌策划（双休）',\n",
       "      'advViewFlag': True,\n",
       "      'salary': '20-30k',\n",
       "      'jobId': '61831119',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20231026155714',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961831119.shtml'},\n",
       "     'recruiter': {'imId': '64ee7a221fb783f76172c091f854d35c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': '9cc80d5a82f21e079dcd5022d7cec6f8'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2236908035%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '阿里巴巴集团',\n",
       "      'compId': 1072424,\n",
       "      'compIndustry': '互联网',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'link': 'https://www.liepin.com/company/1072424/'},\n",
       "     'dataParams': '{\"jobId\":\"36908035\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}',\n",
       "     'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '36908035',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20210311143004',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml'},\n",
       "     'recruiter': {'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2244250585%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '中电港',\n",
       "      'compId': 8523053,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"jobId\":\"44250585\",\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'job': {'labels': ['数据产品',\n",
       "       '供应链产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '电子商务',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '竞品分析',\n",
       "       '数据分析'],\n",
       "      'title': '产品经理 PM（NXP）',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '15-20k·15薪',\n",
       "      'jobId': '44250585',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20231016141158',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1944250585.shtml'},\n",
       "     'recruiter': {'imId': '5f8386ced4ae183262f6540bf442d9e7',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源部主管',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '03a35b280d00a67bde30689f01e9fe19'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2243765787%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '伊顿中国',\n",
       "      'compId': 1069385,\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'link': 'https://www.liepin.com/company/1069385/'},\n",
       "     'dataParams': '{\"jobId\":\"43765787\",\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\"}',\n",
       "     'job': {'labels': [],\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '43765787',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'refreshTime': '20230821133647',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml'},\n",
       "     'recruiter': {'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png',\n",
       "      'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2249967313%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "     'dataParams': '{\"jobId\":\"53733605\",\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'job': {'labels': [],\n",
       "      'title': '产品经理PM',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '20-30k·13薪',\n",
       "      'jobId': '53733605',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20221108191636',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1953733605.shtml'},\n",
       "     'recruiter': {'imId': '6044cbd70b5f5c7ad3bb4520db770433',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '59155e63732ffa0eb9903f0bd7b26bb3'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2245491147%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '深圳市富临通实业股份有限公司',\n",
       "      'compId': 9329168,\n",
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       "      'compLogo': '5bfe93da74719d9f609ab36d03a.png',\n",
       "      'link': 'https://www.liepin.com/company/9329168/'},\n",
       "     'dataParams': '{\"jobId\":\"45491147\",\"imId\":\"f3f2d41ee0fe321eaaa70b13e477f173\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'title': 'pm产品经理（BOURNS/GD）',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '10-25k',\n",
       "      'jobId': '45491147',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20230106153857',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1945491147.shtml'},\n",
       "     'recruiter': {'imId': 'f3f2d41ee0fe321eaaa70b13e477f173',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '23b668b7ef4cec0daa4401da99b69788'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2261436019%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '深圳市晶台股份有限公司',\n",
       "      'compId': 9599779,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'link': 'https://www.liepin.com/company/9599779/'},\n",
       "     'dataParams': '{\"jobId\":\"61436019\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\"}',\n",
       "     'job': {'labels': [],\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '20-40k',\n",
       "      'jobId': '61436019',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'refreshTime': '20231008092358',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml'},\n",
       "     'recruiter': {'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg',\n",
       "      'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2248626171%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '某知名公司',\n",
       "      'compIndustry': '医疗健康',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobId\":\"48626171\",\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterName\":\"卓女士\",\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"recruiterPhoto\":\"5dd389a1d38a3d7423d99d5105u.jpg\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'title': 'PM产品经理',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '40-60k',\n",
       "      'jobId': '48626171',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20231101145813',\n",
       "      'jobKind': '1',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/a/48626171.shtml'},\n",
       "     'recruiter': {'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5dd389a1d38a3d7423d99d5105u.jpg',\n",
       "      'recruiterId': '868304a795f24fd2578045cabdc23e35'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2262394867%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '安芯易电子商务(深圳)有限公司',\n",
       "      'compId': 9264209,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '5bfe9ae574719df0ac99eb9e03a.png',\n",
       "      'link': 'https://www.liepin.com/company/9264209/'},\n",
       "     'dataParams': '{\"jobId\":\"62394867\",\"imId\":\"eaebcb5694a402d76d86f1a6a1d2b859\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"袁女士\",\"userId\":\"c85e199241a8420d3dd2e3aa42fe9db6\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['广电行业', '家电行业', '市场调研', '数据挖掘', '产品规划'],\n",
       "      'title': 'PM产品经理(A71416)',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '15-25k',\n",
       "      'jobId': '62394867',\n",
       "      'dq': '深圳-福田区',\n",
       "      'refreshTime': '20231023134040',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962394867.shtml'},\n",
       "     'recruiter': {'imId': 'eaebcb5694a402d76d86f1a6a1d2b859',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '袁女士',\n",
       "      'recruiterTitle': '高级HRBP',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': 'c85e199241a8420d3dd2e3aa42fe9db6'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2258208343%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': 'PAWPAW',\n",
       "      'compId': 9300491,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61dd3ac4fc9a4b46dbcc015d07u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/9300491/'},\n",
       "     'dataParams': '{\"jobId\":\"58208343\",\"imId\":\"4c76487de2977a3ff613adff368c4fcc\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"龙女士\",\"userId\":\"24f3d5d089964746ed09fa073d95778c\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'job': {'labels': [],\n",
       "      'title': '产品经理PM',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '20-40k·13薪',\n",
       "      'jobId': '58208343',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20231026164811',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1958208343.shtml'},\n",
       "     'recruiter': {'imId': '4c76487de2977a3ff613adff368c4fcc',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '龙女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '24f3d5d089964746ed09fa073d95778c'}},\n",
       "    {'dataInfo': '%7B%22jobId%22%3A%2244818711%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '智楠半导体',\n",
       "      'compId': 9630695,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '627b816f4924691322d3f19108u.png',\n",
       "      'link': 'https://www.liepin.com/company/9630695/'},\n",
       "     'dataParams': '{\"jobId\":\"44818711\",\"imId\":\"478ffe875d5ad1b19ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"何先生\",\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}',\n",
       "     'job': {'labels': ['市场推广', '品牌推广', '市场调研分析', '市场策划'],\n",
       "      'title': '代理商产品经理/PM（半导体）',\n",
       "      'advViewFlag': False,\n",
       "      'salary': '20-30k',\n",
       "      'jobId': '44818711',\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'refreshTime': '20231008102316',\n",
       "      'jobKind': '2',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1944818711.shtml'},\n",
       "     'recruiter': {'imId': '478ffe875d5ad1b19ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '何先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'recruiterId': '040fb0f423490892184c70bb77110c0f'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 805,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'sfrom': 'search_job_pc',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition'}}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c47fd65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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